Loud Fan then nothing.

My PS3 when I push the power button the console light turns green and nothing shows up on the screen then the fan revs up really loud for a few moments then the console makes a single click sound inside the console, and completely shuts off to nothing then the red light comes back on. It responds to nothing not even safe mode. I have not tried anything but safe mode because I've not seen this exact problem anywhere else online. I think it might be a fuse possibly? I've owned the console from new in 2010 till now. It's a slim 160gb model never been modded was cleaned in 2019 and the problem started on January 2022. Tried to be as detailed as I can with this. Thank you.